Sample
pyint-9b38782731c3-SRC
Unmodified source class
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.837 | 0–1; higher is more readable |
| Mi | 0.279 | 0–1; higher is more readable |
| LLOC | 18 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 16.67 | 0–20; mean of three runs |
| GPT-6.1 Sol | 18 | 0–20; mean of three runs |
| BTTF | 0.668 | 0–1; higher is more readable |
Views
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Source regions
Feature contributions
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones. | 594.341 | −19.613 |
| Source linesThe number of non-empty source lines. | 23 | +9.2 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.582 | −6.872 |
Intercept 8.87 + feature contributions = -8.416 (log-odds).
Score = sigmoid(-8.416) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Identifier layout (horizontal)How rapidly the visual pattern of identifier characters changes from left to right. It measures spatial frequency, not the meaning of the names. | 70.917 | +0.661 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.041 | +0.539 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 24 | +0.187 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 22.917 | −0.09 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 44.417 | −0.088 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 20 | −0.045 |
Intercept 0.07 + feature contributions = 1.633 (log-odds).
Score = sigmoid(1.633) = 0.837.
| Score | 0.279 |
|---|
| Score | 18 |
|---|
Run 1
The code is concise and clearly structured. It uses explicit imports, type hints, and a docstring to clarify the class's purpose. The constructor handles a single optional parameter ('loader') before delegating to the parent class, making the logic easy to follow. Nesting is minimal and action granularity is clear, with each initialization step on its own line. The reading flow is natural, moving from imports to class definition to constructor logic. Minor deductions: the custom loader assignment could be slightly more explicit, and 't.Any' hides some typing detail, but overall the code is highly readable.
Run 2
The code is highly readable with clear structure and intent. It follows a logical import organization, separating standard library, third-party, and local imports. The class has a concise docstring explaining its purpose. The __init__ method uses a flat conditional with a single action, and the initialization is straightforward. Naming is descriptive and consistent with conventions. The code is minimal, avoiding unnecessary complexity or nesting. Overall, it is easy to understand and maintain.
Run 3
The code is generally readable but has some issues. The class structure is clear and the docstring is informative, explaining the Environment's purpose. The __init__ method is mostly flat and has a clear flow. However, the import section could be more concise by using a combined import statement for jinja2 components. The method signature uses `**options: t.Any` which is reasonable, but the conditional loader assignment is somewhat unclear — a comment explaining why the loader is created would help. The action granularity is good, with one logical operation per line. The reading flow is natural: check for loader, create if missing, then initialize. Overall, this is acceptable code, but the scattered imports and lack of comment on the loader creation reduce clarity.
Run 1
Code Structure: Imports and a single focused class are logically organized, although several imports are unused in this snippet. Nesting: Only one shallow conditional keeps the constructor easy to follow. Clarity of intent: Descriptive names, type annotations, and the docstring explain the Flask-specific environment; however, App is not defined or imported here, and the blueprint behavior described is not visible in this snippet. Code length: The implementation is concise with little unnecessary code beyond the unused imports. Action granularity: Each statement performs one clear action. Reading flow: Loader configuration, base initialization, and application assignment form a natural sequence. Additional blank lines between imports and the class would improve visual separation.
Run 2
Code structure is logical, with imports followed by a focused class and constructor. Nesting is minimal: only one simple conditional. Intent is clear from the descriptive docstring, meaningful names, and straightforward default-loader setup. The implementation is concise, although several imports are unused in this snippet. Action granularity is good, with one operation per line. Reading flow is natural, moving from loader configuration to base initialization and application storage. Minor readability issues include limited spacing between import groups and the class, an App annotation whose definition or import is not shown, and a docstring emphasizing blueprint behavior that is not directly demonstrated here.
Run 3
Code Structure: Imports and a focused class are logically organized, though several imports are unused in this snippet. Nesting: A single conditional keeps nesting shallow. Clarity of intent: Descriptive names, type annotations, and a docstring make the purpose clear, although the docstring describes blueprint behavior not directly shown here, and App is not imported in the snippet. Code length: The constructor is concise without unnecessary logic. Action granularity: Each statement performs one clear action. Reading flow: Initialization proceeds naturally from selecting a default loader to initializing the base environment and storing the application; additional spacing between import groups and the class would improve visual separation.